Credit Score Profiling Report

Dataset statistics

Number of variables	25
Number of observations	10000
Missing cells	10933
Missing cells (%)	4.4%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	5.7 MiB
Average record size in memory	599.8 B

Variable types

Categorical	8
Numeric	17

Alerts

`Customer_ID` has a high cardinality: 7108 distinct values	High cardinality
`Type_of_Loan` has a high cardinality: 3865 distinct values	High cardinality
`Credit_History_Age` has a high cardinality: 401 distinct values	High cardinality
`Annual_Income` is highly overall correlated with `Monthly_Inhand_Salary` and 2 other fields	High correlation
`Monthly_Inhand_Salary` is highly overall correlated with `Annual_Income` and 2 other fields	High correlation
`Num_Bank_Accounts` is highly overall correlated with `Interest_Rate` and 2 other fields	High correlation
`Interest_Rate` is highly overall correlated with `Num_Bank_Accounts` and 4 other fields	High correlation
`Num_of_Loan` is highly overall correlated with `Outstanding_Debt`	High correlation
`Delay_from_due_date` is highly overall correlated with `Num_Bank_Accounts` and 6 other fields	High correlation
`Num_of_Delayed_Payment` is highly overall correlated with `Num_Bank_Accounts` and 2 other fields	High correlation
`Changed_Credit_Limit` is highly overall correlated with `Payment_of_Min_Amount`	High correlation
`Num_Credit_Inquiries` is highly overall correlated with `Interest_Rate` and 2 other fields	High correlation
`Outstanding_Debt` is highly overall correlated with `Interest_Rate` and 5 other fields	High correlation
`Amount_invested_monthly` is highly overall correlated with `Annual_Income` and 1 other fields	High correlation
`Monthly_Balance` is highly overall correlated with `Annual_Income` and 1 other fields	High correlation
`Credit_Mix` is highly overall correlated with `Delay_from_due_date` and 2 other fields	High correlation
`Payment_of_Min_Amount` is highly overall correlated with `Delay_from_due_date` and 3 other fields	High correlation
`Age` has 465 (4.7%) missing values	Missing
`Annual_Income` has 733 (7.3%) missing values	Missing
`Monthly_Inhand_Salary` has 1497 (15.0%) missing values	Missing
`Num_of_Loan` has 514 (5.1%) missing values	Missing
`Type_of_Loan` has 1129 (11.3%) missing values	Missing
`Num_of_Delayed_Payment` has 972 (9.7%) missing values	Missing
`Changed_Credit_Limit` has 220 (2.2%) missing values	Missing
`Num_Credit_Inquiries` has 215 (2.1%) missing values	Missing
`Credit_Mix` has 2025 (20.2%) missing values	Missing
`Outstanding_Debt` has 108 (1.1%) missing values	Missing
`Credit_History_Age` has 880 (8.8%) missing values	Missing
`Payment_of_Min_Amount` has 1163 (11.6%) missing values	Missing
`Amount_invested_monthly` has 912 (9.1%) missing values	Missing
`Customer_ID` is uniformly distributed	Uniform
`Credit_Utilization_Ratio` has unique values	Unique
`Num_Bank_Accounts` has 448 (4.5%) zeros	Zeros
`Num_of_Loan` has 1023 (10.2%) zeros	Zeros
`Delay_from_due_date` has 108 (1.1%) zeros	Zeros
`Num_of_Delayed_Payment` has 146 (1.5%) zeros	Zeros
`Num_Credit_Inquiries` has 707 (7.1%) zeros	Zeros
`Total_EMI_per_month` has 1056 (10.6%) zeros	Zeros

Reproduction

Analysis started	2023-03-14 15:52:04.698692
Analysis finished	2023-03-14 15:53:05.321414
Duration	1 minute and 0.62 seconds
Software version	pandas-profiling v3.6.6
Download configuration	config.json

Customer_ID
Categorical

HIGH CARDINALITY UNIFORM

Distinct	7108
Distinct (%)	71.1%
Missing	0
Missing (%)	0.0%
Memory size	731.8 KiB

CUS_0xa3a1	5
CUS_0x21c8	5
CUS_0x4ff5	5
CUS_0x1e41	5
CUS_0x199b	4
Other values (7103)	9976

Length

Max length	10
Median length	10
Mean length	9.9393
Min length	9

Characters and Unicode

Total characters	99393
Distinct characters	21
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	4745 ?
Unique (%)	47.4%

Sample

1st row	CUS_0x4662
2nd row	CUS_0xb2a1
3rd row	CUS_0x363d
4th row	CUS_0xc1e7
5th row	CUS_0x26a9

Common Values

Value	Count	Frequency (%)
CUS_0xa3a1	5	0.1%
CUS_0x21c8	5	0.1%
CUS_0x4ff5	5	0.1%
CUS_0x1e41	5	0.1%
CUS_0x199b	4	< 0.1%
CUS_0x8715	4	< 0.1%
CUS_0xbc7d	4	< 0.1%
CUS_0x968a	4	< 0.1%
CUS_0x24e7	4	< 0.1%
CUS_0x9daa	4	< 0.1%
Other values (7098)	9956	99.6%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
cus_0xa3a1	5	< 0.1%
cus_0x4ff5	5	< 0.1%
cus_0x1e41	5	< 0.1%
cus_0x21c8	5	< 0.1%
cus_0x3f3e	4	< 0.1%
cus_0x44c5	4	< 0.1%
cus_0xa72c	4	< 0.1%
cus_0x802f	4	< 0.1%
cus_0x7dcd	4	< 0.1%
cus_0xaf5f	4	< 0.1%
Other values (7098)	9956	99.6%

Most occurring characters

Value	Count	Frequency (%)
0	11829	11.9%
C	10000	10.1%
S	10000	10.1%
_	10000	10.1%
x	10000	10.1%
U	10000	10.1%
2	2759	2.8%
4	2758	2.8%
7	2738	2.8%
6	2721	2.7%
Other values (11)	26588	26.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	36088	36.3%
Uppercase Letter	30000	30.2%
Lowercase Letter	23305	23.4%
Connector Punctuation	10000	10.1%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	11829	32.8%
2	2759	7.6%
4	2758	7.6%
7	2738	7.6%
6	2721	7.5%
9	2715	7.5%
3	2678	7.4%
5	2667	7.4%
8	2645	7.3%
1	2578	7.1%

Lowercase Letter

Value	Count	Frequency (%)
x	10000	42.9%
a	2692	11.6%
b	2671	11.5%
c	2191	9.4%
e	1973	8.5%
d	1922	8.2%
f	1856	8.0%

Uppercase Letter

Value	Count	Frequency (%)
C	10000	33.3%
S	10000	33.3%
U	10000	33.3%

Connector Punctuation

Value	Count	Frequency (%)
_	10000	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	53305	53.6%
Common	46088	46.4%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	11829	25.7%
_	10000	21.7%
2	2759	6.0%
4	2758	6.0%
7	2738	5.9%
6	2721	5.9%
9	2715	5.9%
3	2678	5.8%
5	2667	5.8%
8	2645	5.7%

Latin

Value	Count	Frequency (%)
C	10000	18.8%
S	10000	18.8%
x	10000	18.8%
U	10000	18.8%
a	2692	5.1%
b	2671	5.0%
c	2191	4.1%
e	1973	3.7%
d	1922	3.6%
f	1856	3.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	99393	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	11829	11.9%
C	10000	10.1%
S	10000	10.1%
_	10000	10.1%
x	10000	10.1%
U	10000	10.1%
2	2759	2.8%
4	2758	2.8%
7	2738	2.8%
6	2721	2.7%
Other values (11)	26588	26.8%

Month
Real number (ℝ)

Distinct	8
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.5151

Minimum	1
Maximum	8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.2 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	3
median	5
Q3	7
95-th percentile	8
Maximum	8
Range	7
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.2948853
Coefficient of variation (CV)	0.50826899
Kurtosis	-1.2430159
Mean	4.5151
Median Absolute Deviation (MAD)	2
Skewness	-0.0059985653
Sum	45151
Variance	5.2664986
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
3	1283	12.8%
7	1269	12.7%
8	1268	12.7%
6	1253	12.5%
1	1244	12.4%
4	1236	12.4%
5	1225	12.2%
2	1222	12.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1244	12.4%
2	1222	12.2%
3	1283	12.8%
4	1236	12.4%
5	1225	12.2%
6	1253	12.5%
7	1269	12.7%
8	1268	12.7%

Value	Count	Frequency (%)
8	1268	12.7%
7	1269	12.7%
6	1253	12.5%
5	1225	12.2%
4	1236	12.4%
3	1283	12.8%
2	1222	12.2%
1	1244	12.4%

Age
Real number (ℝ)

Distinct	232
Distinct (%)	2.4%
Missing	465
Missing (%)	4.7%
Infinite	0
Infinite (%)	0.0%
Mean	118.18028

Minimum	-500
Maximum	8698
Zeros	0
Zeros (%)	0.0%
Negative	80
Negative (%)	0.8%
Memory size	156.2 KiB

Quantile statistics

Minimum	-500
5-th percentile	16
Q1	24
median	33
Q3	42
95-th percentile	54
Maximum	8698
Range	9198
Interquartile range (IQR)	18

Descriptive statistics

Standard deviation	726.42372
Coefficient of variation (CV)	6.1467421
Kurtosis	83.818823
Mean	118.18028
Median Absolute Deviation (MAD)	9
Skewness	8.9366764
Sum	1126849
Variance	527691.42
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
26	303	3.0%
28	298	3.0%
38	292	2.9%
35	290	2.9%
32	290	2.9%
27	288	2.9%
30	280	2.8%
22	280	2.8%
20	277	2.8%
31	273	2.7%
Other values (222)	6664	66.6%
(Missing)	465	4.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-500	80	0.8%
14	105	1.1%
15	165	1.7%
16	145	1.5%
17	138	1.4%
18	215	2.1%
19	255	2.5%
20	277	2.8%
21	265	2.6%
22	280	2.8%

Value	Count	Frequency (%)
8698	1	< 0.1%
8697	1	< 0.1%
8682	1	< 0.1%
8678	1	< 0.1%
8666	1	< 0.1%
8663	1	< 0.1%
8623	1	< 0.1%
8552	1	< 0.1%
8470	1	< 0.1%
8442	1	< 0.1%

Occupation
Categorical

Distinct	16
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	717.0 KiB

_______	713
Doctor	656
Mechanic	652
Scientist	647
Teacher	640
Other values (11)	6692

Length

Max length	13
Median length	10
Mean length	8.424
Min length	6

Characters and Unicode

Total characters	84240
Distinct characters	28
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	_______
2nd row	Developer
3rd row	Architect
4th row	Journalist
5th row	Media_Manager

Common Values

Value	Count	Frequency (%)
_______	713	7.1%
Doctor	656	6.6%
Mechanic	652	6.5%
Scientist	647	6.5%
Teacher	640	6.4%
Architect	640	6.4%
Journalist	634	6.3%
Engineer	633	6.3%
Entrepreneur	618	6.2%
Accountant	614	6.1%
Other values (6)	3553	35.5%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
	713	7.1%
doctor	656	6.6%
mechanic	652	6.5%
scientist	647	6.5%
teacher	640	6.4%
architect	640	6.4%
journalist	634	6.3%
engineer	633	6.3%
entrepreneur	618	6.2%
accountant	614	6.1%
Other values (6)	3553	35.5%

Most occurring characters

Value	Count	Frequency (%)
e	11091	13.2%
r	8620	10.2%
n	7433	8.8%
a	6726	8.0%
c	6332	7.5%
t	6297	7.5%
i	6204	7.4%
_	5601	6.6%
o	3143	3.7%
M	3032	3.6%
Other values (18)	19761	23.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	68742	81.6%
Uppercase Letter	9897	11.7%
Connector Punctuation	5601	6.6%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	11091	16.1%
r	8620	12.5%
n	7433	10.8%
a	6726	9.8%
c	6332	9.2%
t	6297	9.2%
i	6204	9.0%
o	3143	4.6%
u	2443	3.6%
h	1932	2.8%
Other values (8)	8521	12.4%

Uppercase Letter

Value	Count	Frequency (%)
M	3032	30.6%
A	1254	12.7%
E	1251	12.6%
D	1239	12.5%
S	647	6.5%
T	640	6.5%
J	634	6.4%
L	613	6.2%
W	587	5.9%

Connector Punctuation

Value	Count	Frequency (%)
_	5601	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	78639	93.4%
Common	5601	6.6%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	11091	14.1%
r	8620	11.0%
n	7433	9.5%
a	6726	8.6%
c	6332	8.1%
t	6297	8.0%
i	6204	7.9%
o	3143	4.0%
M	3032	3.9%
u	2443	3.1%
Other values (17)	17318	22.0%

Common

Value	Count	Frequency (%)
_	5601	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	84240	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	11091	13.2%
r	8620	10.2%
n	7433	8.8%
a	6726	8.0%
c	6332	7.5%
t	6297	7.5%
i	6204	7.4%
_	5601	6.6%
o	3143	3.7%
M	3032	3.6%
Other values (18)	19761	23.5%

Annual_Income
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	6793
Distinct (%)	73.3%
Missing	733
Missing (%)	7.3%
Infinite	0
Infinite (%)	0.0%
Mean	175577.01

Minimum	7006.035
Maximum	24065688
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.2 KiB

Quantile statistics

Minimum	7006.035
5-th percentile	9897.8755
Q1	19357.89
median	37006.6
Q3	71676.795
95-th percentile	133439.76
Maximum	24065688
Range	24058682
Interquartile range (IQR)	52318.905

Descriptive statistics

Standard deviation	1423217.9
Coefficient of variation (CV)	8.1059465
Kurtosis	169.85218
Mean	175577.01
Median Absolute Deviation (MAD)	20892.355
Skewness	12.665067
Sum	1.6270722 × 10⁹
Variance	2.0255491 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
109945.32	5	0.1%
32486.64	5	0.1%
31757.98	5	0.1%
59692.58	4	< 0.1%
22246.44	4	< 0.1%
32625.59	4	< 0.1%
29346.17	4	< 0.1%
35118.1	4	< 0.1%
39284.17	4	< 0.1%
132848.88	4	< 0.1%
Other values (6783)	9224	92.2%
(Missing)	733	7.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
7006.035	3	< 0.1%
7006.52	1	< 0.1%
7021.91	2	< 0.1%
7039.745	2	< 0.1%
7056.405	1	< 0.1%
7059.455	1	< 0.1%
7079.32	2	< 0.1%
7080.7	1	< 0.1%
7084.365	1	< 0.1%
7085.39	1	< 0.1%

Value	Count	Frequency (%)
24065688	1	< 0.1%
23917742	1	< 0.1%
23884555	1	< 0.1%
23784659	1	< 0.1%
23550326	1	< 0.1%
23070456	1	< 0.1%
22828106	1	< 0.1%
22641761	1	< 0.1%
22291103	1	< 0.1%
22255601	1	< 0.1%

Monthly_Inhand_Salary
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	6386
Distinct (%)	75.1%
Missing	1497
Missing (%)	15.0%
Infinite	0
Infinite (%)	0.0%
Mean	4138.8945

Minimum	303.64542
Maximum	15167.18
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.2 KiB

Quantile statistics

Minimum	303.64542
5-th percentile	844.6485
Q1	1616.4829
median	3054.405
Q3	5817.1567
95-th percentile	10710.132
Maximum	15167.18
Range	14863.535
Interquartile range (IQR)	4200.6737

Descriptive statistics

Standard deviation	3148.4266
Coefficient of variation (CV)	0.76069264
Kurtosis	0.61139451
Mean	4138.8945
Median Absolute Deviation (MAD)	1719.6008
Skewness	1.1420884
Sum	35193020
Variance	9912589.9
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5758.89	5	0.1%
10895.32	4	< 0.1%
2933.606667	4	< 0.1%
6966.975	4	< 0.1%
3313.225	4	< 0.1%
11429.17	4	< 0.1%
1380.678333	4	< 0.1%
2368.514167	4	< 0.1%
7008.213333	4	< 0.1%
2497.22	4	< 0.1%
Other values (6376)	8462	84.6%
(Missing)	1497	15.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
303.6454167	2	< 0.1%
333.5966667	3	< 0.1%
355.2083333	1	< 0.1%
358.0583333	1	< 0.1%
378.9933333	1	< 0.1%
379.3908333	1	< 0.1%
382.7016667	1	< 0.1%
395.6641667	1	< 0.1%
396.3441667	1	< 0.1%
403.2541667	1	< 0.1%

Value	Count	Frequency (%)
15167.18	1	< 0.1%
15115.19	1	< 0.1%
14978.33667	1	< 0.1%
14929.54	1	< 0.1%
14867.81333	1	< 0.1%
14856.48333	1	< 0.1%
14855.93	1	< 0.1%
14855.55667	1	< 0.1%
14839.7	1	< 0.1%
14836.73667	1	< 0.1%

Num_Bank_Accounts
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	144
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	18.4365

Minimum	-1
Maximum	1798
Zeros	448
Zeros (%)	4.5%
Negative	1
Negative (%)	< 0.1%
Memory size	156.2 KiB

Quantile statistics

Minimum	-1
5-th percentile	1
Q1	4
median	6
Q3	7
95-th percentile	10
Maximum	1798
Range	1799
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	125.26956
Coefficient of variation (CV)	6.7946499
Kurtosis	117.52151
Mean	18.4365
Median Absolute Deviation (MAD)	2
Skewness	10.598081
Sum	184365
Variance	15692.464
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6	1327	13.3%
8	1289	12.9%
7	1288	12.9%
5	1233	12.3%
4	1198	12.0%
3	1153	11.5%
9	539	5.4%
10	499	5.0%
1	472	4.7%
0	448	4.5%
Other values (134)	554	5.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1	1	< 0.1%
0	448	4.5%
1	472	4.7%
2	411	4.1%
3	1153	11.5%
4	1198	12.0%
5	1233	12.3%
6	1327	13.3%
7	1288	12.9%
8	1289	12.9%

Value	Count	Frequency (%)
1798	1	< 0.1%
1783	1	< 0.1%
1760	1	< 0.1%
1756	1	< 0.1%
1733	1	< 0.1%
1724	1	< 0.1%
1668	1	< 0.1%
1665	1	< 0.1%
1662	1	< 0.1%
1644	1	< 0.1%

Num_Credit_Card
Real number (ℝ)

Distinct	201
Distinct (%)	2.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20.9372

Minimum	0
Maximum	1493
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	156.2 KiB

Quantile statistics

Minimum	0
5-th percentile	3
Q1	4
median	6
Q3	7
95-th percentile	10
Maximum	1493
Range	1493
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	122.77268
Coefficient of variation (CV)	5.8638536
Kurtosis	83.931635
Mean	20.9372
Median Absolute Deviation (MAD)	1
Skewness	8.9568974
Sum	209372
Variance	15073.13
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5	1926	19.3%
6	1676	16.8%
7	1662	16.6%
3	1321	13.2%
4	1316	13.2%
8	512	5.1%
9	481	4.8%
10	459	4.6%
1	222	2.2%
2	212	2.1%
Other values (191)	213	2.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	222	2.2%
2	212	2.1%
3	1321	13.2%
4	1316	13.2%
5	1926	19.3%
6	1676	16.8%
7	1662	16.6%
8	512	5.1%
9	481	4.8%

Value	Count	Frequency (%)
1493	1	< 0.1%
1486	1	< 0.1%
1472	1	< 0.1%
1470	1	< 0.1%
1463	1	< 0.1%
1461	1	< 0.1%
1458	1	< 0.1%
1457	1	< 0.1%
1428	2	< 0.1%
1426	1	< 0.1%

Interest_Rate
Real number (ℝ)

Distinct	217
Distinct (%)	2.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	65.2844

Minimum	1
Maximum	5789
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.2 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	8
median	14
Q3	20
95-th percentile	32
Maximum	5789
Range	5788
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	426.4454
Coefficient of variation (CV)	6.5321179
Kurtosis	97.404255
Mean	65.2844
Median Absolute Deviation (MAD)	6
Skewness	9.5727674
Sum	652844
Variance	181855.68
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8	514	5.1%
5	511	5.1%
10	457	4.6%
9	456	4.6%
6	455	4.5%
11	451	4.5%
7	448	4.5%
12	446	4.5%
18	424	4.2%
20	409	4.1%
Other values (207)	5429	54.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	283	2.8%
2	235	2.4%
3	249	2.5%
4	269	2.7%
5	511	5.1%
6	455	4.5%
7	448	4.5%
8	514	5.1%
9	456	4.6%
10	457	4.6%

Value	Count	Frequency (%)
5789	1	< 0.1%
5771	1	< 0.1%
5721	1	< 0.1%
5694	1	< 0.1%
5618	1	< 0.1%
5598	1	< 0.1%
5544	1	< 0.1%
5447	1	< 0.1%
5423	1	< 0.1%
5419	1	< 0.1%

Num_of_Loan
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	48
Distinct (%)	0.5%
Missing	514
Missing (%)	5.1%
Infinite	0
Infinite (%)	0.0%
Mean	2.3762387

Minimum	-100
Maximum	1470
Zeros	1023
Zeros (%)	10.2%
Negative	385
Negative (%)	3.9%
Memory size	156.2 KiB

Quantile statistics

Minimum	-100
5-th percentile	0
Q1	1
median	3
Q3	5
95-th percentile	8
Maximum	1470
Range	1570
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	59.648411
Coefficient of variation (CV)	25.102029
Kurtosis	328.57574
Mean	2.3762387
Median Absolute Deviation (MAD)	2
Skewness	16.424498
Sum	22541
Variance	3557.933
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=48)

Value	Count	Frequency (%)
3	1440	14.4%
2	1410	14.1%
4	1394	13.9%
1	1030	10.3%
0	1023	10.2%
7	714	7.1%
6	708	7.1%
5	705	7.0%
-100	385	3.9%
9	340	3.4%
Other values (38)	337	3.4%
(Missing)	514	5.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-100	385	3.9%
0	1023	10.2%
1	1030	10.3%
2	1410	14.1%
3	1440	14.4%
4	1394	13.9%
5	705	7.0%
6	708	7.1%
7	714	7.1%
8	300	3.0%

Value	Count	Frequency (%)
1470	1	< 0.1%
1451	1	< 0.1%
1298	1	< 0.1%
1294	1	< 0.1%
1271	1	< 0.1%
1241	1	< 0.1%
1236	1	< 0.1%
1228	1	< 0.1%
1209	1	< 0.1%
1196	1	< 0.1%

Type_of_Loan
Categorical

HIGH CARDINALITY MISSING

Distinct	3865
Distinct (%)	43.6%
Missing	1129
Missing (%)	11.3%
Memory size	1.2 MiB

Not Specified	164
Debt Consolidation Loan	149
Mortgage Loan	129
Credit-Builder Loan	121
Personal Loan	121
Other values (3860)	8187

Length

Max length	178
Median length	138
Mean length	66.555067
Min length	9

Characters and Unicode

Total characters	590410
Distinct characters	33
Distinct categories	5 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2233 ?
Unique (%)	25.2%

Sample

1st row	Not Specified, Credit-Builder Loan, Home Equity Loan, Not Specified, Not Specified, Not Specified, and Mortgage Loan
2nd row	Not Specified, and Auto Loan
3rd row	Mortgage Loan, Home Equity Loan, Payday Loan, Not Specified, and Student Loan
4th row	Student Loan, Auto Loan, Auto Loan, Mortgage Loan, Auto Loan, Home Equity Loan, and Not Specified
5th row	Credit-Builder Loan, Payday Loan, and Student Loan

Common Values

Value	Count	Frequency (%)
Not Specified	164	1.6%
Debt Consolidation Loan	149	1.5%
Mortgage Loan	129	1.3%
Credit-Builder Loan	121	1.2%
Personal Loan	121	1.2%
Auto Loan	121	1.2%
Student Loan	120	1.2%
Payday Loan	111	1.1%
Home Equity Loan	106	1.1%
Credit-Builder Loan, and Debt Consolidation Loan	33	0.3%
Other values (3855)	7696	77.0%
(Missing)	1129	11.3%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
loan	31338	36.4%
and	7729	9.0%
credit-builder	4135	4.8%
payday	4020	4.7%
not	3979	4.6%
specified	3979	4.6%
personal	3910	4.5%
mortgage	3905	4.5%
student	3871	4.5%
home	3852	4.5%
Other values (4)	15326	17.8%

Most occurring characters

Value	Count	Frequency (%)
	77173	13.1%
o	62287	10.5%
a	58751	10.0%
n	54506	9.2%
e	35595	6.0%
t	35087	5.9%
d	31698	5.4%
L	31338	5.3%
i	27738	4.7%
,	26446	4.5%
Other values (23)	149791	25.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	400206	67.8%
Uppercase Letter	82450	14.0%
Space Separator	77173	13.1%
Other Punctuation	26446	4.5%
Dash Punctuation	4135	0.7%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
o	62287	15.6%
a	58751	14.7%
n	54506	13.6%
e	35595	8.9%
t	35087	8.8%
d	31698	7.9%
i	27738	6.9%
r	16085	4.0%
u	15674	3.9%
y	11892	3.0%
Other values (9)	50893	12.7%

Uppercase Letter

Value	Count	Frequency (%)
L	31338	38.0%
C	7964	9.7%
P	7930	9.6%
S	7850	9.5%
B	4135	5.0%
N	3979	4.8%
M	3905	4.7%
H	3852	4.7%
E	3852	4.7%
D	3829	4.6%

Space Separator

Value	Count	Frequency (%)
	77173	100.0%

Other Punctuation

Value	Count	Frequency (%)
,	26446	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	4135	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	482656	81.7%
Common	107754	18.3%

Most frequent character per script

Latin

Value	Count	Frequency (%)
o	62287	12.9%
a	58751	12.2%
n	54506	11.3%
e	35595	7.4%
t	35087	7.3%
d	31698	6.6%
L	31338	6.5%
i	27738	5.7%
r	16085	3.3%
u	15674	3.2%
Other values (20)	113897	23.6%

Common

Value	Count	Frequency (%)
	77173	71.6%
,	26446	24.5%
-	4135	3.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	590410	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	77173	13.1%
o	62287	10.5%
a	58751	10.0%
n	54506	9.2%
e	35595	6.0%
t	35087	5.9%
d	31698	5.4%
L	31338	5.3%
i	27738	4.7%
,	26446	4.5%
Other values (23)	149791	25.4%

Delay_from_due_date
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	73
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	21.0334

Minimum	-5
Maximum	67
Zeros	108
Zeros (%)	1.1%
Negative	70
Negative (%)	0.7%
Memory size	156.2 KiB

Quantile statistics

Minimum	-5
5-th percentile	3
Q1	10
median	18
Q3	28
95-th percentile	53
Maximum	67
Range	72
Interquartile range (IQR)	18

Descriptive statistics

Standard deviation	14.846519
Coefficient of variation (CV)	0.70585445
Kurtosis	0.29834213
Mean	21.0334
Median Absolute Deviation (MAD)	9
Skewness	0.94417818
Sum	210334
Variance	220.41913
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7	354	3.5%
14	342	3.4%
15	341	3.4%
6	341	3.4%
13	340	3.4%
9	321	3.2%
8	319	3.2%
5	312	3.1%
12	309	3.1%
10	302	3.0%
Other values (63)	6719	67.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-5	3	< 0.1%
-4	8	0.1%
-3	13	0.1%
-2	22	0.2%
-1	24	0.2%
0	108	1.1%
1	147	1.5%
2	136	1.4%
3	170	1.7%
4	165	1.7%

Value	Count	Frequency (%)
67	1	< 0.1%
66	2	< 0.1%
65	6	0.1%
64	6	0.1%
63	6	0.1%
62	50	0.5%
61	39	0.4%
60	47	0.5%
59	62	0.6%
58	59	0.6%

Num_of_Delayed_Payment
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	105
Distinct (%)	1.2%
Missing	972
Missing (%)	9.7%
Infinite	0
Infinite (%)	0.0%
Mean	32.806602

Minimum	-3
Maximum	4397
Zeros	146
Zeros (%)	1.5%
Negative	55
Negative (%)	0.5%
Memory size	156.2 KiB

Quantile statistics

Minimum	-3
5-th percentile	2
Q1	9
median	14
Q3	18
95-th percentile	24
Maximum	4397
Range	4400
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	240.84067
Coefficient of variation (CV)	7.3412256
Kurtosis	199.00663
Mean	32.806602
Median Absolute Deviation (MAD)	5
Skewness	13.741653
Sum	296178
Variance	58004.226
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
19	559	5.6%
10	534	5.3%
17	533	5.3%
18	530	5.3%
16	510	5.1%
20	508	5.1%
15	489	4.9%
8	463	4.6%
9	463	4.6%
11	459	4.6%
Other values (95)	3980	39.8%
(Missing)	972	9.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-3	8	0.1%
-2	25	0.2%
-1	22	0.2%
0	146	1.5%
1	149	1.5%
2	185	1.8%
3	202	2.0%
4	170	1.7%
5	195	1.9%
6	231	2.3%

Value	Count	Frequency (%)
4397	1	< 0.1%
4337	1	< 0.1%
4239	1	< 0.1%
4164	1	< 0.1%
4077	1	< 0.1%
4051	1	< 0.1%
4043	1	< 0.1%
4042	1	< 0.1%
4019	1	< 0.1%
3960	1	< 0.1%

Changed_Credit_Limit
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	2704
Distinct (%)	27.6%
Missing	220
Missing (%)	2.2%
Infinite	0
Infinite (%)	0.0%
Mean	10.457561

Minimum	-5.95
Maximum	34.02
Zeros	0
Zeros (%)	0.0%
Negative	150
Negative (%)	1.5%
Memory size	156.2 KiB

Quantile statistics

Minimum	-5.95
5-th percentile	1.22
Q1	5.36
median	9.41
Q3	14.9525
95-th percentile	23.68
Maximum	34.02
Range	39.97
Interquartile range (IQR)	9.5925

Descriptive statistics

Standard deviation	6.8086069
Coefficient of variation (CV)	0.65107024
Kurtosis	0.054590647
Mean	10.457561
Median Absolute Deviation (MAD)	4.59
Skewness	0.63734366
Sum	102274.95
Variance	46.357129
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7.23	19	0.2%
7.35	18	0.2%
8.3	16	0.2%
11.8	14	0.1%
11.5	14	0.1%
8.99	14	0.1%
3.06	14	0.1%
10.39	14	0.1%
11.63	14	0.1%
8.74	14	0.1%
Other values (2694)	9629	96.3%
(Missing)	220	2.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-5.95	1	< 0.1%
-5.8	1	< 0.1%
-5.78	1	< 0.1%
-5.58	1	< 0.1%
-5.5	1	< 0.1%
-5.48	1	< 0.1%
-5.38	1	< 0.1%
-5.29	1	< 0.1%
-5.17	1	< 0.1%
-5.11	1	< 0.1%

Value	Count	Frequency (%)
34.02	1	< 0.1%
33.74	1	< 0.1%
33.43	1	< 0.1%
33.26	1	< 0.1%
33.02	1	< 0.1%
32.82	1	< 0.1%
32.71	1	< 0.1%
32.47	1	< 0.1%
32.44	1	< 0.1%
32.22	1	< 0.1%

Num_Credit_Inquiries
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	178
Distinct (%)	1.8%
Missing	215
Missing (%)	2.1%
Infinite	0
Infinite (%)	0.0%
Mean	29.180174

Minimum	0
Maximum	2589
Zeros	707
Zeros (%)	7.1%
Negative	0
Negative (%)	0.0%
Memory size	156.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3
median	6
Q3	9
95-th percentile	13
Maximum	2589
Range	2589
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	201.72188
Coefficient of variation (CV)	6.9129772
Kurtosis	96.30073
Mean	29.180174
Median Absolute Deviation (MAD)	3
Skewness	9.5766572
Sum	285528
Variance	40691.715
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4	1110	11.1%
3	846	8.5%
2	844	8.4%
6	841	8.4%
7	822	8.2%
8	804	8.0%
1	729	7.3%
0	707	7.1%
5	550	5.5%
9	521	5.2%
Other values (168)	2011	20.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	707	7.1%
1	729	7.3%
2	844	8.4%
3	846	8.5%
4	1110	11.1%
5	550	5.5%
6	841	8.4%
7	822	8.2%
8	804	8.0%
9	521	5.2%

Value	Count	Frequency (%)
2589	1	< 0.1%
2572	1	< 0.1%
2565	1	< 0.1%
2564	1	< 0.1%
2544	1	< 0.1%
2542	1	< 0.1%
2540	1	< 0.1%
2531	1	< 0.1%
2514	1	< 0.1%
2495	1	< 0.1%

Credit_Mix
Categorical

HIGH CORRELATION MISSING

Distinct	3
Distinct (%)	< 0.1%
Missing	2025
Missing (%)	20.2%
Memory size	624.5 KiB

1.0	3613
2.0	2431
0.0	1931

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	23925
Distinct characters	4
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	1.0
3rd row	1.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
1.0	3613	36.1%
2.0	2431	24.3%
0.0	1931	19.3%
(Missing)	2025	20.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	3613	45.3%
2.0	2431	30.5%
0.0	1931	24.2%

Most occurring characters

Value	Count	Frequency (%)
0	9906	41.4%
.	7975	33.3%
1	3613	15.1%
2	2431	10.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	15950	66.7%
Other Punctuation	7975	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	9906	62.1%
1	3613	22.7%
2	2431	15.2%

Other Punctuation

Value	Count	Frequency (%)
.	7975	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	23925	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	9906	41.4%
.	7975	33.3%
1	3613	15.1%
2	2431	10.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	23925	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	9906	41.4%
.	7975	33.3%
1	3613	15.1%
2	2431	10.2%

Outstanding_Debt
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	6954
Distinct (%)	70.3%
Missing	108
Missing (%)	1.1%
Infinite	0
Infinite (%)	0.0%
Mean	1438.4831

Minimum	0.23
Maximum	4997.05
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.2 KiB

Quantile statistics

Minimum	0.23
5-th percentile	120.7815
Q1	569.9125
median	1172.375
Q3	1955.4425
95-th percentile	4146.12
Maximum	4997.05
Range	4996.82
Interquartile range (IQR)	1385.53

Descriptive statistics

Standard deviation	1165.3385
Coefficient of variation (CV)	0.81011617
Kurtosis	0.8883136
Mean	1438.4831
Median Absolute Deviation (MAD)	641.585
Skewness	1.2098534
Sum	14229475
Variance	1358013.7
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
64.65	6	0.1%
90.14	5	0.1%
952.39	5	0.1%
1290.92	5	0.1%
242.96	5	0.1%
1478.07	5	0.1%
4679.1	5	0.1%
2984.04	4	< 0.1%
1747.16	4	< 0.1%
1109.03	4	< 0.1%
Other values (6944)	9844	98.4%
(Missing)	108	1.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.23	2	< 0.1%
0.54	2	< 0.1%
0.95	1	< 0.1%
1.2	3	< 0.1%
1.23	1	< 0.1%
1.3	2	< 0.1%
1.37	1	< 0.1%
1.48	1	< 0.1%
2.13	2	< 0.1%
2.43	1	< 0.1%

Value	Count	Frequency (%)
4997.05	2	< 0.1%
4990.91	1	< 0.1%
4987.19	1	< 0.1%
4986.03	1	< 0.1%
4984.82	1	< 0.1%
4977.18	2	< 0.1%
4975.63	2	< 0.1%
4974.81	1	< 0.1%
4974.31	2	< 0.1%
4973.13	2	< 0.1%

Credit_Utilization_Ratio
Real number (ℝ)

Distinct	10000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	32.28398

Minimum	21.02869
Maximum	49.522324
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.2 KiB

Quantile statistics

Minimum	21.02869
5-th percentile	24.205713
Q1	28.011381
median	32.287898
Q3	36.545094
95-th percentile	40.171244
Maximum	49.522324
Range	28.493634
Interquartile range (IQR)	8.5337123

Descriptive statistics

Standard deviation	5.1452225
Coefficient of variation (CV)	0.15937386
Kurtosis	-0.94701264
Mean	32.28398
Median Absolute Deviation (MAD)	4.2671692
Skewness	0.019780504
Sum	322839.8
Variance	26.473315
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
34.64514844	1	< 0.1%
27.2694593	1	< 0.1%
25.1728871	1	< 0.1%
34.79109016	1	< 0.1%
35.82704849	1	< 0.1%
34.71654926	1	< 0.1%
35.17808152	1	< 0.1%
27.32894603	1	< 0.1%
40.37206297	1	< 0.1%
32.80172553	1	< 0.1%
Other values (9990)	9990	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
21.02869026	1	< 0.1%
21.0567212	1	< 0.1%
21.28084538	1	< 0.1%
21.48488992	1	< 0.1%
21.51493181	1	< 0.1%
21.62851115	1	< 0.1%
21.63021388	1	< 0.1%
21.64355025	1	< 0.1%
21.66371928	1	< 0.1%
21.66666958	1	< 0.1%

Value	Count	Frequency (%)
49.5223243	1	< 0.1%
48.33729091	1	< 0.1%
48.1765989	1	< 0.1%
47.93798002	1	< 0.1%
47.5559826	1	< 0.1%
47.17844594	1	< 0.1%
46.51063306	1	< 0.1%
46.2937028	1	< 0.1%
45.94099045	1	< 0.1%
45.80611561	1	< 0.1%

Credit_History_Age
Categorical

HIGH CARDINALITY MISSING

Distinct	401
Distinct (%)	4.4%
Missing	880
Missing (%)	8.8%
Memory size	800.2 KiB

15 Years and 11 Months	51
17 Years and 9 Months	50
16 Years and 5 Months	49
19 Years and 5 Months	48
17 Years and 2 Months	47
Other values (396)	8875

Length

Max length	22
Median length	21
Mean length	20.988268
Min length	20

Characters and Unicode

Total characters	191413
Distinct characters	22
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	28 Years and 3 Months
2nd row	17 Years and 7 Months
3rd row	19 Years and 5 Months
4th row	13 Years and 5 Months
5th row	16 Years and 5 Months

Common Values

Value	Count	Frequency (%)
15 Years and 11 Months	51	0.5%
17 Years and 9 Months	50	0.5%
16 Years and 5 Months	49	0.5%
19 Years and 5 Months	48	0.5%
17 Years and 2 Months	47	0.5%
18 Years and 9 Months	46	0.5%
19 Years and 3 Months	46	0.5%
17 Years and 8 Months	45	0.4%
18 Years and 3 Months	45	0.4%
15 Years and 8 Months	45	0.4%
Other values (391)	8648	86.5%
(Missing)	880	8.8%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
years	9120	20.0%
and	9120	20.0%
months	9120	20.0%
11	1090	2.4%
9	1059	2.3%
8	1054	2.3%
10	1053	2.3%
5	999	2.2%
6	959	2.1%
7	945	2.1%
Other values (27)	11081	24.3%

Most occurring characters

Value	Count	Frequency (%)
	36480	19.1%
a	18240	9.5%
s	18240	9.5%
n	18240	9.5%
o	9120	4.8%
t	9120	4.8%
Y	9120	4.8%
e	9120	4.8%
r	9120	4.8%
d	9120	4.8%
Other values (12)	45493	23.8%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	109440	57.2%
Space Separator	36480	19.1%
Decimal Number	27253	14.2%
Uppercase Letter	18240	9.5%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	7702	28.3%
2	4580	16.8%
3	2476	9.1%
0	2430	8.9%
9	1802	6.6%
8	1800	6.6%
7	1705	6.3%
6	1686	6.2%
5	1646	6.0%
4	1426	5.2%

Lowercase Letter

Value	Count	Frequency (%)
a	18240	16.7%
s	18240	16.7%
n	18240	16.7%
o	9120	8.3%
t	9120	8.3%
e	9120	8.3%
r	9120	8.3%
d	9120	8.3%
h	9120	8.3%

Uppercase Letter

Value	Count	Frequency (%)
Y	9120	50.0%
M	9120	50.0%

Space Separator

Value	Count	Frequency (%)
	36480	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	127680	66.7%
Common	63733	33.3%

Most frequent character per script

Common

Value	Count	Frequency (%)
	36480	57.2%
1	7702	12.1%
2	4580	7.2%
3	2476	3.9%
0	2430	3.8%
9	1802	2.8%
8	1800	2.8%
7	1705	2.7%
6	1686	2.6%
5	1646	2.6%

Latin

Value	Count	Frequency (%)
a	18240	14.3%
s	18240	14.3%
n	18240	14.3%
o	9120	7.1%
t	9120	7.1%
Y	9120	7.1%
e	9120	7.1%
r	9120	7.1%
d	9120	7.1%
M	9120	7.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	191413	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	36480	19.1%
a	18240	9.5%
s	18240	9.5%
n	18240	9.5%
o	9120	4.8%
t	9120	4.8%
Y	9120	4.8%
e	9120	4.8%
r	9120	4.8%
d	9120	4.8%
Other values (12)	45493	23.8%

Payment_of_Min_Amount
Categorical

HIGH CORRELATION MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	1163
Missing (%)	11.6%
Memory size	641.3 KiB

1.0	5305
0.0	3532

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	26511
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	1.0
3rd row	1.0
4th row	1.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
1.0	5305	53.0%
0.0	3532	35.3%
(Missing)	1163	11.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	5305	60.0%
0.0	3532	40.0%

Most occurring characters

Value	Count	Frequency (%)
0	12369	46.7%
.	8837	33.3%
1	5305	20.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	17674	66.7%
Other Punctuation	8837	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	12369	70.0%
1	5305	30.0%

Other Punctuation

Value	Count	Frequency (%)
.	8837	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	26511	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	12369	46.7%
.	8837	33.3%
1	5305	20.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	26511	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	12369	46.7%
.	8837	33.3%
1	5305	20.0%

Total_EMI_per_month
Real number (ℝ)

Distinct	6573
Distinct (%)	65.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1358.6642

Minimum	0
Maximum	82236
Zeros	1056
Zeros (%)	10.6%
Negative	0
Negative (%)	0.0%
Memory size	156.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	29.540062
median	69.03215
Q3	154.86149
95-th percentile	429.52657
Maximum	82236
Range	82236
Interquartile range (IQR)	125.32142

Descriptive statistics

Standard deviation	8112.2101
Coefficient of variation (CV)	5.9707248
Kurtosis	54.388324
Mean	1358.6642
Median Absolute Deviation (MAD)	49.302251
Skewness	7.2327096
Sum	13586642
Variance	65807952
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1056	10.6%
103.3976742	5	0.1%
133.9027918	5	0.1%
114.2482426	5	0.1%
79.71165235	4	< 0.1%
45.18912916	4	< 0.1%
13.45356846	4	< 0.1%
150.5977429	4	< 0.1%
16.50138403	4	< 0.1%
993.4409317	4	< 0.1%
Other values (6563)	8905	89.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1056	10.6%
4.462837467	1	< 0.1%
4.916138542	1	< 0.1%
5.138484696	1	< 0.1%
5.218466359	1	< 0.1%
5.262291048	1	< 0.1%
5.629824417	2	< 0.1%
5.76627588	1	< 0.1%
5.905518076	1	< 0.1%
5.968634609	2	< 0.1%

Value	Count	Frequency (%)
82236	1	< 0.1%
82178	1	< 0.1%
80983	1	< 0.1%
80975	1	< 0.1%
80850	1	< 0.1%
80832	1	< 0.1%
80308	1	< 0.1%
79849	1	< 0.1%
79722	1	< 0.1%
78605	1	< 0.1%

Amount_invested_monthly
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	9076
Distinct (%)	99.9%
Missing	912
Missing (%)	9.1%
Infinite	0
Infinite (%)	0.0%
Mean	195.08605

Minimum	0
Maximum	1785.7868
Zeros	13
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	156.2 KiB

Quantile statistics

Minimum	0
5-th percentile	31.053878
Q1	72.814899
median	129.1154
Q3	237.237
95-th percentile	607.6071
Maximum	1785.7868
Range	1785.7868
Interquartile range (IQR)	164.4221

Descriptive statistics

Standard deviation	197.49683
Coefficient of variation (CV)	1.0123575
Kurtosis	8.3019475
Mean	195.08605
Median Absolute Deviation (MAD)	68.799801
Skewness	2.5311971
Sum	1772942
Variance	39004.996
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	13	0.1%
130.4483236	1	< 0.1%
128.0247733	1	< 0.1%
162.8164817	1	< 0.1%
253.1441732	1	< 0.1%
56.6599196	1	< 0.1%
21.79321222	1	< 0.1%
87.58741095	1	< 0.1%
96.0148337	1	< 0.1%
265.3030171	1	< 0.1%
Other values (9066)	9066	90.7%
(Missing)	912	9.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	13	0.1%
10.13191094	1	< 0.1%
10.2494613	1	< 0.1%
10.48334941	1	< 0.1%
10.50805276	1	< 0.1%
10.52769613	1	< 0.1%
10.57504709	1	< 0.1%
10.70103155	1	< 0.1%
10.74448184	1	< 0.1%
10.76646972	1	< 0.1%

Value	Count	Frequency (%)
1785.786788	1	< 0.1%
1637.743148	1	< 0.1%
1611.277939	1	< 0.1%
1495.597779	1	< 0.1%
1461.722698	1	< 0.1%
1459.649193	1	< 0.1%
1421.894603	1	< 0.1%
1413.39639	1	< 0.1%
1393.686271	1	< 0.1%
1386.171937	1	< 0.1%

Payment_Behaviour
Categorical

Distinct	7
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	916.7 KiB

Low_spent_Small_value_payments	2537
High_spent_Medium_value_payments	1765
Low_spent_Medium_value_payments	1379
High_spent_Large_value_payments	1344
Low_spent_Large_value_payments	1099
Other values (2)	1876

Length

Max length	32
Median length	31
Mean length	28.8704
Min length	6

Characters and Unicode

Total characters	288704
Distinct characters	29
Distinct categories	5 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Low_spent_Medium_value_payments
2nd row	Low_spent_Small_value_payments
3rd row	Low_spent_Small_value_payments
4th row	High_spent_Large_value_payments
5th row	Low_spent_Large_value_payments

Common Values

Value	Count	Frequency (%)
Low_spent_Small_value_payments	2537	25.4%
High_spent_Medium_value_payments	1765	17.6%
Low_spent_Medium_value_payments	1379	13.8%
High_spent_Large_value_payments	1344	13.4%
Low_spent_Large_value_payments	1099	11.0%
High_spent_Small_value_payments	1099	11.0%
!@9#%8	777	7.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
low_spent_small_value_payments	2537	25.4%
high_spent_medium_value_payments	1765	17.6%
low_spent_medium_value_payments	1379	13.8%
high_spent_large_value_payments	1344	13.4%
low_spent_large_value_payments	1099	11.0%
high_spent_small_value_payments	1099	11.0%
9#%8	777	7.8%

Most occurring characters

Value	Count	Frequency (%)
_	36892	12.8%
e	33256	11.5%
a	24525	8.5%
s	18446	6.4%
p	18446	6.4%
n	18446	6.4%
t	18446	6.4%
l	16495	5.7%
m	16003	5.5%
u	12367	4.3%
Other values (19)	75382	26.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	228704	79.2%
Connector Punctuation	36892	12.8%
Uppercase Letter	18446	6.4%
Other Punctuation	3108	1.1%
Decimal Number	1554	0.5%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	33256	14.5%
a	24525	10.7%
s	18446	8.1%
p	18446	8.1%
n	18446	8.1%
t	18446	8.1%
l	16495	7.2%
m	16003	7.0%
u	12367	5.4%
y	9223	4.0%
Other values (8)	43051	18.8%

Uppercase Letter

Value	Count	Frequency (%)
L	7458	40.4%
H	4208	22.8%
S	3636	19.7%
M	3144	17.0%

Other Punctuation

Value	Count	Frequency (%)
!	777	25.0%
@	777	25.0%
#	777	25.0%
%	777	25.0%

Decimal Number

Value	Count	Frequency (%)
9	777	50.0%
8	777	50.0%

Connector Punctuation

Value	Count	Frequency (%)
_	36892	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	247150	85.6%
Common	41554	14.4%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	33256	13.5%
a	24525	9.9%
s	18446	7.5%
p	18446	7.5%
n	18446	7.5%
t	18446	7.5%
l	16495	6.7%
m	16003	6.5%
u	12367	5.0%
y	9223	3.7%
Other values (12)	61497	24.9%

Common

Value	Count	Frequency (%)
_	36892	88.8%
!	777	1.9%
@	777	1.9%
9	777	1.9%
#	777	1.9%
%	777	1.9%
8	777	1.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	288704	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
_	36892	12.8%
e	33256	11.5%
a	24525	8.5%
s	18446	6.4%
p	18446	6.4%
n	18446	6.4%
t	18446	6.4%
l	16495	5.7%
m	16003	5.5%
u	12367	4.3%
Other values (19)	75382	26.1%

Monthly_Balance
Real number (ℝ)

Distinct	9900
Distinct (%)	100.0%
Missing	100
Missing (%)	1.0%
Infinite	0
Infinite (%)	0.0%
Mean	399.51284

Minimum	0.0077596648
Maximum	1566.6132
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	156.2 KiB

Quantile statistics

Minimum	0.0077596648
5-th percentile	172.61634
Q1	268.22749
median	333.9406
Q3	466.13006
95-th percentile	866.17058
Maximum	1566.6132
Range	1566.6054
Interquartile range (IQR)	197.90257

Descriptive statistics

Standard deviation	213.88996
Coefficient of variation (CV)	0.53537694
Kurtosis	2.9828962
Mean	399.51284
Median Absolute Deviation (MAD)	83.531478
Skewness	1.621532
Sum	3955177.2
Variance	45748.916
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
428.4718511	1	< 0.1%
429.2036169	1	< 0.1%
272.0218675	1	< 0.1%
336.4321874	1	< 0.1%
1112.153419	1	< 0.1%
356.2725868	1	< 0.1%
191.2277487	1	< 0.1%
814.8886216	1	< 0.1%
340.3650251	1	< 0.1%
375.5233445	1	< 0.1%
Other values (9890)	9890	98.9%
(Missing)	100	1.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.007759664775	1	< 0.1%
0.4191236108	1	< 0.1%
1.77998453	1	< 0.1%
1.987138164	1	< 0.1%
3.512807587	1	< 0.1%
4.158195232	1	< 0.1%
4.388830932	1	< 0.1%
4.469998434	1	< 0.1%
5.175799256	1	< 0.1%
6.464010233	1	< 0.1%

Value	Count	Frequency (%)
1566.613165	1	< 0.1%
1518.393447	1	< 0.1%
1516.080352	1	< 0.1%
1474.356118	1	< 0.1%
1460.917186	1	< 0.1%
1429.681432	1	< 0.1%
1409.858767	1	< 0.1%
1388.993782	1	< 0.1%
1373.111241	1	< 0.1%
1369.559421	1	< 0.1%

Credit_Score
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	644.5 KiB

1	5350
0	2898
2	1752

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	10000
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	5350	53.5%
0	2898	29.0%
2	1752	17.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	5350	53.5%
0	2898	29.0%
2	1752	17.5%

Most occurring characters

Value	Count	Frequency (%)
1	5350	53.5%
0	2898	29.0%
2	1752	17.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	10000	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	5350	53.5%
0	2898	29.0%
2	1752	17.5%

Most occurring scripts

Value	Count	Frequency (%)
Common	10000	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	5350	53.5%
0	2898	29.0%
2	1752	17.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	10000	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	5350	53.5%
0	2898	29.0%
2	1752	17.5%

Auto

Heatmap
Table

	Month	Age	Annual_Income	Monthly_Inhand_Salary	Num_Bank_Accounts	Num_Credit_Card	Interest_Rate	Num_of_Loan	Delay_from_due_date	Num_of_Delayed_Payment	Changed_Credit_Limit	Num_Credit_Inquiries	Outstanding_Debt	Credit_Utilization_Ratio	Total_EMI_per_month	Amount_invested_monthly	Monthly_Balance	Occupation	Credit_Mix	Payment_of_Min_Amount	Payment_Behaviour	Credit_Score
Month	1.000	0.000	-0.008	0.002	0.003	0.004	0.006	-0.002	-0.004	-0.006	0.002	0.135	0.004	0.006	0.022	0.018	-0.005	0.000	0.000	0.000	0.017	0.031
Age	0.000	1.000	0.057	0.062	-0.157	-0.114	-0.178	-0.178	-0.148	-0.151	-0.128	-0.219	-0.190	0.029	-0.092	0.035	0.105	0.000	0.000	0.000	0.017	0.000
Annual_Income	-0.008	0.057	1.000	0.979	-0.268	-0.193	-0.269	-0.232	-0.226	-0.255	-0.157	-0.247	-0.268	0.129	0.445	0.623	0.578	0.015	0.000	0.005	0.000	0.000
Monthly_Inhand_Salary	0.002	0.062	0.979	1.000	-0.268	-0.199	-0.269	-0.235	-0.227	-0.253	-0.160	-0.248	-0.271	0.124	0.447	0.634	0.590	0.029	0.286	0.347	0.173	0.172
Num_Bank_Accounts	0.003	-0.157	-0.268	-0.268	1.000	0.398	0.559	0.402	0.553	0.559	0.289	0.498	0.498	-0.073	0.118	-0.184	-0.291	0.012	0.000	0.000	0.000	0.015
Num_Credit_Card	0.004	-0.114	-0.193	-0.199	0.398	1.000	0.432	0.331	0.433	0.388	0.191	0.397	0.450	-0.053	0.098	-0.135	-0.224	0.000	0.000	0.000	0.019	0.000
Interest_Rate	0.006	-0.178	-0.269	-0.269	0.559	0.432	1.000	0.465	0.554	0.538	0.325	0.579	0.587	-0.077	0.147	-0.195	-0.311	0.017	0.000	0.000	0.000	0.003
Num_of_Loan	-0.002	-0.178	-0.232	-0.235	0.402	0.331	0.465	1.000	0.412	0.413	0.292	0.498	0.514	-0.096	0.494	-0.169	-0.436	0.006	0.000	0.014	0.000	0.000
Delay_from_due_date	-0.004	-0.148	-0.226	-0.227	0.553	0.433	0.554	0.412	1.000	0.553	0.270	0.503	0.529	-0.085	0.142	-0.161	-0.272	0.026	0.586	0.541	0.035	0.341
Num_of_Delayed_Payment	-0.006	-0.151	-0.255	-0.253	0.559	0.388	0.538	0.413	0.553	1.000	0.291	0.478	0.480	-0.066	0.128	-0.173	-0.289	0.000	0.000	0.000	0.000	0.000
Changed_Credit_Limit	0.002	-0.128	-0.157	-0.160	0.289	0.191	0.325	0.292	0.270	0.291	1.000	0.363	0.320	-0.045	0.104	-0.122	-0.183	0.020	0.441	0.519	0.028	0.166
Num_Credit_Inquiries	0.135	-0.219	-0.247	-0.248	0.498	0.397	0.579	0.498	0.503	0.478	0.363	1.000	0.580	-0.077	0.208	-0.175	-0.305	0.008	0.000	0.000	0.020	0.000
Outstanding_Debt	0.004	-0.190	-0.268	-0.271	0.498	0.450	0.587	0.514	0.529	0.480	0.320	0.580	1.000	-0.078	0.178	-0.189	-0.339	0.031	0.591	0.567	0.053	0.380
Credit_Utilization_Ratio	0.006	0.029	0.129	0.124	-0.073	-0.053	-0.077	-0.096	-0.085	-0.066	-0.045	-0.077	-0.078	1.000	-0.002	-0.000	0.192	0.014	0.101	0.133	0.075	0.051
Total_EMI_per_month	0.022	-0.092	0.445	0.447	0.118	0.098	0.147	0.494	0.142	0.128	0.104	0.208	0.178	-0.002	1.000	0.274	0.002	0.017	0.021	0.005	0.012	0.000
Amount_invested_monthly	0.018	0.035	0.623	0.634	-0.184	-0.135	-0.195	-0.169	-0.161	-0.173	-0.122	-0.175	-0.189	-0.000	0.274	1.000	-0.039	0.004	0.159	0.199	0.128	0.119
Monthly_Balance	-0.005	0.105	0.578	0.590	-0.291	-0.224	-0.311	-0.436	-0.272	-0.289	-0.183	-0.305	-0.339	0.192	0.002	-0.039	1.000	0.012	0.287	0.332	0.242	0.147
Occupation	0.000	0.000	0.015	0.029	0.012	0.000	0.017	0.006	0.026	0.000	0.020	0.008	0.031	0.014	0.017	0.004	0.012	1.000	0.052	0.027	0.017	0.024
Credit_Mix	0.000	0.000	0.000	0.286	0.000	0.000	0.000	0.000	0.586	0.000	0.441	0.000	0.591	0.101	0.021	0.159	0.287	0.052	1.000	0.831	0.086	0.448
Payment_of_Min_Amount	0.000	0.000	0.005	0.347	0.000	0.000	0.000	0.014	0.541	0.000	0.519	0.000	0.567	0.133	0.005	0.199	0.332	0.027	0.831	1.000	0.104	0.475
Payment_Behaviour	0.017	0.017	0.000	0.173	0.000	0.019	0.000	0.000	0.035	0.000	0.028	0.020	0.053	0.075	0.012	0.128	0.242	0.017	0.086	0.104	1.000	0.084
Credit_Score	0.031	0.000	0.000	0.172	0.015	0.000	0.003	0.000	0.341	0.000	0.166	0.000	0.380	0.051	0.000	0.119	0.147	0.024	0.448	0.475	0.084	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	Customer_ID	Month	Age	Occupation	Annual_Income	Monthly_Inhand_Salary	Num_Bank_Accounts	Num_Credit_Card	Interest_Rate	Num_of_Loan	Type_of_Loan	Delay_from_due_date	Num_of_Delayed_Payment	Changed_Credit_Limit	Num_Credit_Inquiries	Credit_Mix	Outstanding_Debt	Credit_Utilization_Ratio	Credit_History_Age	Payment_of_Min_Amount	Total_EMI_per_month	Amount_invested_monthly	Payment_Behaviour	Monthly_Balance	Credit_Score
87607	CUS_0x4662	8	25.0	_______	112282.400	9102.866667	4	219	16	0.0	NaN	26	14.0	9.63	3.0	1.0	1113.98	39.450007	28 Years and 3 Months	NaN	0.000000	560.034145	Low_spent_Medium_value_payments	630.252522	2
81732	CUS_0xb2a1	5	22.0	Developer	14006.745	1017.228750	6	1168	7	7.0	Not Specified, Credit-Builder Loan, Home Equity Loan, Not Specified, Not Specified, Not Specified, and Mortgage Loan	17	11.0	11.06	4.0	1.0	1347.31	38.383676	17 Years and 7 Months	NaN	64.236679	137.169856	Low_spent_Small_value_payments	190.316340	1
75810	CUS_0x363d	3	22.0	Architect	20655.070	1726.255833	7	5	9	2.0	Not Specified, and Auto Loan	19	13.0	11.88	10.0	1.0	1027.83	35.008142	19 Years and 5 Months	1.0	27.516482	201.231799	Low_spent_Small_value_payments	233.877303	1
58923	CUS_0xc1e7	4	24.0	Journalist	38721.440	3340.786667	6	639	19	5.0	Mortgage Loan, Home Equity Loan, Payday Loan, Not Specified, and Student Loan	24	20.0	20.87	8.0	0.0	3467.82	33.425677	13 Years and 5 Months	1.0	87.268628	43.234498	High_spent_Large_value_payments	443.575540	1
88806	CUS_0x26a9	7	27.0	Media_Manager	15155.010	1473.917500	8	9	21	7.0	Student Loan, Auto Loan, Auto Loan, Mortgage Loan, Auto Loan, Home Equity Loan, and Not Specified	22	22.0	7.70	11.0	0.0	2525.42	37.172030	16 Years and 5 Months	1.0	62.891120	97.309012	Low_spent_Large_value_payments	257.191618	1
66675	CUS_0x5044	4	23.0	Lawyer	NaN	1604.173333	5	5	16	3.0	Credit-Builder Loan, Payday Loan, and Student Loan	22	17.0	18.02	10.0	1.0	1618.94	27.801105	6 Years and 10 Months	1.0	34.194043	33.328452	High_spent_Medium_value_payments	342.894838	1
70872	CUS_0x975d	1	NaN	Doctor	143883.280	12131.273333	4	3	4	4.0	Credit-Builder Loan, Debt Consolidation Loan, Credit-Builder Loan, and Auto Loan	27	7.0	3.56	4.0	2.0	354.41	29.833489	24 Years and 1 Months	0.0	398.496197	265.907953	!@9#%8	808.723184	0
5537	CUS_0x867d	2	48.0	Scientist	144468.720	11788.060000	3	3	7	3.0	Debt Consolidation Loan, Credit-Builder Loan, and Personal Loan	-2	10.0	3.01	4.0	2.0	539.74	26.021170	NaN	0.0	241.399048	785.950518	High_spent_Small_value_payments	411.456434	2
27629	CUS_0x57c	6	-500.0	_______	NaN	NaN	8	7	16	8.0	Student Loan, Credit-Builder Loan, Personal Loan, Home Equity Loan, Auto Loan, Credit-Builder Loan, Personal Loan, and Credit-Builder Loan	35	23.0	29.85	13.0	NaN	3528.88	32.273659	NaN	1.0	291.209144	96.016104	High_spent_Large_value_payments	280.012502	1
49445	CUS_0x4056	6	46.0	_______	71842.800	6101.900000	3	7	12	2.0	Payday Loan, and Credit-Builder Loan	13	10.0	7.41	4.0	NaN	39.31	41.197387	27 Years and 0 Months	NaN	65.273572	70.035562	High_spent_Medium_value_payments	724.880866	1

	Customer_ID	Month	Age	Occupation	Annual_Income	Monthly_Inhand_Salary	Num_Bank_Accounts	Num_Credit_Card	Interest_Rate	Num_of_Loan	Type_of_Loan	Delay_from_due_date	Num_of_Delayed_Payment	Changed_Credit_Limit	Num_Credit_Inquiries	Credit_Mix	Outstanding_Debt	Credit_Utilization_Ratio	Credit_History_Age	Payment_of_Min_Amount	Total_EMI_per_month	Amount_invested_monthly	Payment_Behaviour	Monthly_Balance	Credit_Score
17757	CUS_0xeb6	6	22.0	_______	16472.870	1554.739167	7	5	32	NaN	Student Loan, Student Loan, Auto Loan, Debt Consolidation Loan, Mortgage Loan, Payday Loan, Personal Loan, Debt Consolidation Loan, and Home Equity Loan	20	17.0	9.65	8.0	0.0	2140.96	36.967447	18 Years and 10 Months	1.0	66.723994	NaN	!@9#%8	307.820272	0
31933	CUS_0x2d1e	6	27.0	Engineer	44590.100	3605.841667	5	5	8	1.0	Auto Loan	6	9.0	2.51	2.0	2.0	555.48	32.913274	21 Years and 9 Months	0.0	42591.000000	55.817135	!@9#%8	510.969839	1
4653	CUS_0x17a9	6	39.0	Musician	83386.520	7081.876667	10	6	23	7.0	Student Loan, Auto Loan, Credit-Builder Loan, Credit-Builder Loan, Personal Loan, Payday Loan, and Payday Loan	36	22.0	22.30	8.0	0.0	4972.40	32.100554	6 Years and 1 Months	1.0	482.179783	231.016806	High_spent_Medium_value_payments	244.991078	1
42466	CUS_0x6743	3	40.0	Journalist	37840.640	NaN	6	5	5	2.0	Debt Consolidation Loan, and Mortgage Loan	24	16.0	18.54	6.0	1.0	2641.91	35.773604	15 Years and 0 Months	1.0	60.680360	23.710268	High_spent_Large_value_payments	446.948038	1
66002	CUS_0x924a	3	18.0	Journalist	9829.665	970.138750	8	10	18	7.0	Not Specified, Home Equity Loan, Not Specified, Personal Loan, Auto Loan, Home Equity Loan, and Auto Loan	54	19.0	11.54	9.0	0.0	2783.29	29.111386	5 Years and 7 Months	1.0	41.540096	96.902056	Low_spent_Medium_value_payments	238.571723	1
48908	CUS_0x737a	5	28.0	_______	142277.720	NaN	3	4	6	NaN	NaN	13	7.0	2.18	3.0	NaN	324.60	38.344819	19 Years and 9 Months	0.0	0.000000	113.582217	High_spent_Large_value_payments	1326.865450	2
34789	CUS_0x1b6d	6	22.0	_______	16753.630	1564.135833	6	9	23	9.0	Credit-Builder Loan, Student Loan, Auto Loan, Credit-Builder Loan, Credit-Builder Loan, Auto Loan, Not Specified, Credit-Builder Loan, and Debt Consolidation Loan	37	24.0	2.86	7.0	0.0	3536.44	38.978724	12 Years and 9 Months	1.0	85.558903	137.719750	Low_spent_Medium_value_payments	213.134930	1
76598	CUS_0x3a30	7	52.0	Developer	29368.560	2483.380000	5	4	3	2.0	Credit-Builder Loan, and Auto Loan	18	16.0	6.92	4.0	2.0	169.07	38.424103	17 Years and 3 Months	0.0	39.979623	125.070413	Low_spent_Large_value_payments	353.287964	2
36385	CUS_0x39ad	2	31.0	Mechanic	63525.640	NaN	4	7	9	3.0	Debt Consolidation Loan, Student Loan, and Debt Consolidation Loan	14	5.0	10.73	2.0	2.0	1016.00	40.952116	30 Years and 3 Months	0.0	145.929560	325.917099	Low_spent_Small_value_payments	359.133674	2
20814	CUS_0x76c1	7	29.0	Writer	66422.980	NaN	8	7	5	NaN	Auto Loan, Auto Loan, Debt Consolidation Loan, Payday Loan, Debt Consolidation Loan, Debt Consolidation Loan, and Not Specified	24	11.0	21.32	5.0	NaN	153.99	32.373828	11 Years and 4 Months	1.0	280.927551	54.105898	High_spent_Large_value_payments	443.591385	1

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Lowercase Letter

Uppercase Letter

Connector Punctuation

Most occurring scripts

Most frequent character per script

Common

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Connector Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Other Punctuation

Dash Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Lowercase Letter

Uppercase Letter

Space Separator

Most occurring scripts

Most frequent character per script

Common

Latin

Most occurring blocks

Most frequent character per block

ASCII